# Gene Regulatory Network Inference on Yeast cell cycle Source: [Gene Regulatory Network Inference on Yeast cell cycle]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:31.646Z Evaluation of model performance for Gene Regulatory Network Inference using the Yeast cell cycle dataset, assessed using metrics including Sparsity, Balanced Accuracy, and MSE. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Gene Regulatory Network Inference | | Dataset (including any stated split) | Yeast cell cycle | | Metric | Sparsity | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Sparsity](): Higher is better; unit: SCALAR. - [Balanced Accuracy](): Higher is better; unit: PERCENT. - [MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Sparsity | Result date | Report paper | | --- | --- | --- | --- | | DASH | 97.18 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | SparseFlow | 95.22 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | PINN + MP | 95.01 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | BioPrune | 94.69 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | Iter. SynFlow | 85.65 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | IMP | 83.22 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | DST | 77.8 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | L0 | 34.43 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | PathReg | 12.09 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | C-NODE | 10.89 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | PINN | 0.17 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | Baseline | 0.1 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | ### DASH Sparsity: 97.18. Result ID: 698bc6fd7a967eddb77146a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior information for sparsification":true,"Suggested method":true,"Lambda values":"0.75, 0.75"}. This record does not assert independent reproduction. ### SparseFlow Sparsity: 95.22. Result ID: 698bc6fd7a967eddb77146a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior information for sparsification":false}. This record does not assert independent reproduction. ### PINN + MP Sparsity: 95.01. Result ID: 698bc6fd7a967eddb77146a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior information for sparsification":true,"Suggested baseline":true}. This record does not assert independent reproduction. ### BioPrune Sparsity: 94.69. Result ID: 698bc6fd7a967eddb77146a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior information for sparsification":true,"Suggested baseline":true}. This record does not assert independent reproduction. ### Iter. SynFlow Sparsity: 85.65. Result ID: 698bc6fd7a967eddb77146a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior information for sparsification":false}. This record does not assert independent reproduction. ### IMP Sparsity: 83.22. Result ID: 698bc6fd7a967eddb77146a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior information for sparsification":false}. This record does not assert independent reproduction. ### DST Sparsity: 77.8. Result ID: 698bc6fd7a967eddb77146a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior information for sparsification":false}. This record does not assert independent reproduction. ### L0 Sparsity: 34.43. Result ID: 698bc6fd7a967eddb771469e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior information for sparsification":false}. This record does not assert independent reproduction. ### PathReg Sparsity: 12.09. Result ID: 698bc6fd7a967eddb77146a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior information for sparsification":false}. This record does not assert independent reproduction. ### C-NODE Sparsity: 10.89. Result ID: 698bc6fd7a967eddb771469f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior information for sparsification":false}. This record does not assert independent reproduction. ### PINN Sparsity: 0.17. Result ID: 698bc6fd7a967eddb77146a1. [Reporting paper]() Recorded evaluation configuration: {"Prior information for sparsification":true}. This record does not assert independent reproduction. ### Baseline Sparsity: 0.1. Result ID: 698bc6fd7a967eddb771469d. [Reporting paper]() Recorded evaluation configuration: {"Prior information for sparsification":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.